It happened near Nicholas and Church Avenues just before 2:00 am.
Investigators say several witnesses heard two people arguing in the area, and then a shot was fired.
Officers found the victim, a man in his 60s, had been shot in the leg. He was taken to the hospital and is expected to recover.
Police have not released a description of the suspect.